{"id":"W2897731500","doi":"10.5539/mas.v13n4p80","title":"ANN and DOE Analysis of Corrosion Resistance Inhibitor for Mild Steel Structures in Iraq","year":2019,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Immersion (mathematics); Scanning electron microscope; Materials science; Response surface methodology; Corrosion inhibitor; Coating; Design of experiments; Metallurgy; Nuclear chemistry; Composite material; Chromatography; Chemistry; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008486422,0.000722763,0.0006390403,0.0005276434,0.0002171426,0.0004879648,0.0005518663,0.0006102956,0.0009421666],"category_scores_gemma":[0.0008773349,0.0003151036,0.001004014,0.0004577848,0.0001504394,0.0002263895,0.0001608503,0.0004096532,0.0001729847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078881,"about_ca_system_score_gemma":0.0006429686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02311389,"about_ca_topic_score_gemma":0.02705157,"domain_scores_codex":[0.9997531,0.00005740802,0.00001851185,0.00005168913,0.00009183421,0.00002742865],"domain_scores_gemma":[0.9996216,0.0001777344,0.00005996296,0.00001554725,0.0001172753,0.000007896304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004240405,0.00004919626,0.002938373,0.000152739,0.00004983407,0.00007210779,0.00002590773,0.9756817,0.01022468,0.0001935228,0.0001752452,0.01039425],"study_design_scores_gemma":[0.00000295212,0.0001180648,0.003129734,0.000006011427,0.00001899641,0.00001665321,0.00001607071,0.9922704,0.003961255,0.00009163583,0.0003596677,0.000008531446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9001686,0.0008787565,0.09079188,0.0001637798,0.00003698373,0.00007998601,0.000979363,0.0003835683,0.006517019],"genre_scores_gemma":[0.9784541,0.0003198783,0.01888292,0.00001529639,0.000002944596,0.00008362139,0.0003555465,0.00002132619,0.001864433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02311389,"threshold_uncertainty_score":0.04595876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183046193123474,"score_gpt":0.2266756548856152,"score_spread":0.2148451929543805,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}